{"id":"https://openalex.org/W2080752853","doi":"https://doi.org/10.1109/bigdata.2013.6691555","title":"An evaluation study of BigData frameworks for graph processing","display_name":"An evaluation study of BigData frameworks for graph processing","publication_year":2013,"publication_date":"2013-10-01","ids":{"openalex":"https://openalex.org/W2080752853","doi":"https://doi.org/10.1109/bigdata.2013.6691555","mag":"2080752853"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata.2013.6691555","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2013.6691555","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Big Data","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005982647","display_name":"Benedikt Elser","orcid":null},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Benedikt Elser","raw_affiliation_strings":["Universit\u00e0 degli Studi di Trento, Italy","Univ. degli Studi di Trento, Trento, Italy"],"affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Trento, Italy","institution_ids":["https://openalex.org/I193223587"]},{"raw_affiliation_string":"Univ. degli Studi di Trento, Trento, Italy","institution_ids":["https://openalex.org/I193223587"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045508421","display_name":"Alberto Montresor","orcid":"https://orcid.org/0000-0001-5820-8216"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alberto Montresor","raw_affiliation_strings":["Universit\u00e0 degli Studi di Trento, Italy","Univ. degli Studi di Trento, Trento, Italy"],"affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Trento, Italy","institution_ids":["https://openalex.org/I193223587"]},{"raw_affiliation_string":"Univ. degli Studi di Trento, Trento, Italy","institution_ids":["https://openalex.org/I193223587"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5005982647"],"corresponding_institution_ids":["https://openalex.org/I193223587"],"apc_list":null,"apc_paid":null,"fwci":8.0068,"has_fulltext":false,"cited_by_count":64,"citation_normalized_percentile":{"value":0.9784838,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"60","last_page":"67"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8304054737091064},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.7056776881217957},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6890910863876343},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.6860790848731995},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5888808369636536},{"id":"https://openalex.org/keywords/map-reduce","display_name":"Map reduce","score":0.5706400275230408},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5669480562210083},{"id":"https://openalex.org/keywords/centrality","display_name":"Centrality","score":0.48777538537979126},{"id":"https://openalex.org/keywords/nosql","display_name":"NoSQL","score":0.47786086797714233},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.46738922595977783},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.4375948905944824},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4319485127925873},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3490368127822876},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3276069760322571},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.31094834208488464},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.18035227060317993},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.17065006494522095},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.12514477968215942}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8304054737091064},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.7056776881217957},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6890910863876343},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.6860790848731995},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5888808369636536},{"id":"https://openalex.org/C3019257732","wikidata":"https://www.wikidata.org/wiki/Q567759","display_name":"Map reduce","level":3,"score":0.5706400275230408},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5669480562210083},{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.48777538537979126},{"id":"https://openalex.org/C2779599972","wikidata":"https://www.wikidata.org/wiki/Q82231","display_name":"NoSQL","level":3,"score":0.47786086797714233},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.46738922595977783},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.4375948905944824},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4319485127925873},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3490368127822876},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3276069760322571},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.31094834208488464},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.18035227060317993},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.17065006494522095},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12514477968215942},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/bigdata.2013.6691555","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2013.6691555","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Big Data","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.unitn.it:11572/66736","is_oa":false,"landing_page_url":"http://hdl.handle.net/11572/66736","pdf_url":null,"source":{"id":"https://openalex.org/S4306401913","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5899999737739563}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W104692656","https://openalex.org/W2006870952","https://openalex.org/W2019724001","https://openalex.org/W2020302654","https://openalex.org/W2036971997","https://openalex.org/W2040411864","https://openalex.org/W2043099794","https://openalex.org/W2045271686","https://openalex.org/W2046526098","https://openalex.org/W2096544401","https://openalex.org/W2112651225","https://openalex.org/W2118136127","https://openalex.org/W2122465391","https://openalex.org/W2123427850","https://openalex.org/W2146620757","https://openalex.org/W2148606255","https://openalex.org/W2153977620","https://openalex.org/W2154894831","https://openalex.org/W2170616854","https://openalex.org/W2951113132","https://openalex.org/W6604254953"],"related_works":["https://openalex.org/W2799973158","https://openalex.org/W2419153746","https://openalex.org/W3089119258","https://openalex.org/W2923327995","https://openalex.org/W2518340158","https://openalex.org/W3147331693","https://openalex.org/W2608358066","https://openalex.org/W2763794325","https://openalex.org/W4392563410","https://openalex.org/W2942908007"],"abstract_inverted_index":{"When":[0],"Google":[1],"first":[2],"introduced":[3],"the":[4,16,70,75,90,98,118,134,151,160,187],"Map/Reduce":[5,26,38,57,72,91],"paradigm":[6,27,99],"in":[7,40,165,173],"2004,":[8],"no":[9,35],"comparable":[10],"system":[11],"had":[12],"been":[13],"available":[14,185],"to":[15,84,158],"general":[17],"public.":[18],"The":[19,25,44],"situation":[20],"has":[21,28],"changed":[22],"since":[23],"then.":[24],"become":[29],"increasingly":[30],"popular":[31],"and":[32,117],"there":[33],"is":[34,47,157],"shortage":[36],"of":[37,60,137,162,176],"implementations":[39],"today's":[41],"computing":[42],"world.":[43],"predominant":[45],"solution":[46],"currently":[48],"Apache":[49],"Hadoop,":[50,122],"started":[51,83],"by":[52,123,141,186],"Yahoo.":[53],"Besides":[54],"employing":[55],"custom":[56],"installations,":[58],"customers":[59],"cloud":[61],"services":[62],"can":[63],"now":[64],"exploit":[65],"ready-made":[66],"made":[67,183],"installations":[68],"(e.g.":[69],"Elastic":[71],"System).":[73],"In":[74,105],"mean":[76],"time,":[77],"other,":[78],"second":[79,114],"generation":[80,115],"frameworks":[81,116],"have":[82],"appear.":[85],"They":[86],"either":[87],"fine":[88],"tune":[89],"model":[92],"for":[93],"specific":[94,127],"scenarios,":[95],"or":[96],"change":[97],"altogether,":[100],"such":[101],"as":[102],"Google's":[103],"Pregel.":[104],"this":[106],"paper,":[107],"we":[108,169],"present":[109],"a":[110,126,166,174],"comparison":[111],"between":[112],"these":[113],"current":[119],"de-facto":[120],"standard":[121],"focusing":[124],"on":[125,150],"scenario:":[128],"large-scale":[129],"graph":[130],"analysis.":[131],"We":[132,146],"analyze":[133],"different":[135],"means":[136],"fine-tuning":[138],"those":[139],"systems":[140],"exploiting":[142],"their":[143],"unique":[144],"features.":[145],"base":[147],"our":[148,171],"analysis":[149],"k-core":[152],"decomposition":[153],"problem,":[154],"whose":[155],"goal":[156],"compute":[159],"centrality":[161],"each":[163],"node":[164],"given":[167],"graph;":[168],"tested":[170],"implementation":[172],"cluster":[175],"Amazon":[177],"EC2":[178],"nodes":[179],"with":[180],"realistic":[181],"datasets":[182],"publicly":[184],"SNAP":[188],"project.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":10},{"year":2017,"cited_by_count":10},{"year":2016,"cited_by_count":10},{"year":2015,"cited_by_count":12},{"year":2014,"cited_by_count":6},{"year":2013,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
